ArtistMus: A Globally Diverse, Artist-Centric Benchmark for Retrieval-Augmented Music Question Answering.

Seungheon Doh Daeyong Kwon Seungheon Doh Juhan Nam ArtistMus: A Globally Diverse, Artist-Centric Benchmark for Retrieval-Augmented Music Question Answering. 4226-4238 2026 LREC https://doi.org/10.63317/5crq45yka6ru conf/lrec/2026 db/conf/lrec/lrec2026.html#KwonDN26

Seungheon Doh Minhee Lee Sangmoon Lee Ben Sangbae Chon Juhan Nam Multimodal Video-to-Music Recommendation via Semantic Retrieval and Temporal Reranking. 2026 July abs/2607.05971 CoRR https://doi.org/10.48550/arXiv.2607.05971 db/journals/corr/corr2607.html#abs-2607-05971 streams/journals/corr

Seungheon Doh Bruno Sguerra Sergio Oramas Elena V. Epure Juhan Nam LLM-as-a-Judge for Evaluating System Responses in Conversational Music Recommendation. 2026 July abs/2607.25640 CoRR https://doi.org/10.48550/arXiv.2607.25640 db/journals/corr/corr2607.html#abs-2607-25640 streams/journals/corr

Shangda Wu Zhancheng Guo Ruibin Yuan Junyan Jiang Seungheon Doh Gus Xia Juhan Nam Xiaobing Li Feng Yu 0027 Maosong Sun 0001 CLaMP 3: Universal Music Information Retrieval Across Unaligned Modalities and Unseen Languages. 2605-2625 2025 ACL (Findings) https://doi.org/10.18653/v1/2025.findings-acl.133 https://aclanthology.org/2025.findings-acl.133/ conf/acl/2025f db/conf/acl/acl2025f.html#WuGYJDXNLY025 Hayeon Bang Eunjin Choi Seungheon Doh Juhan Nam PianoBind: A Multimodal Joint Embedding Model for Pop-piano Music. 391-398 2025 ISMIR https://doi.org/10.5281/zenodo.17811555 conf/ismir/2025 db/conf/ismir/ismir2025.html#BangCDN25 Seungheon Doh Junghyun Koo Marco A. Martínez Ramírez Wei-Hsiang Liao 0001 Juhan Nam Yuki Mitsufuji Can Large Language Models Predict Audio Effects Parameters from Natural Language? 1-5 2025 WASPAA https://doi.org/10.1109/WASPAA66052.2025.11230953 conf/waspaa/2025 db/conf/waspaa/waspaa2025.html#DohKRLNM25 streams/conf/waspaa

Shangda Wu Zhancheng Guo Ruibin Yuan Junyan Jiang Seungheon Doh Gus Xia Juhan Nam Xiaobing Li Feng Yu 0027 Maosong Sun 0001 CLaMP 3: Universal Music Information Retrieval Across Unaligned Modalities and Unseen Languages. 2025 February abs/2502.10362 CoRR https://doi.org/10.48550/arXiv.2502.10362 db/journals/corr/corr2502.html#abs-2502-10362 streams/journals/corr

Seungheon Doh Keunwoo Choi Juhan Nam TALKPLAY: Multimodal Music Recommendation with Large Language Models. 2025 February abs/2502.13713 CoRR https://doi.org/10.48550/arXiv.2502.13713 db/journals/corr/corr2502.html#abs-2502-13713 streams/journals/corr

Seungheon Doh Junghyun Koo Marco A. Martínez Ramírez Wei-Hsiang Liao 0001 Juhan Nam Yuki Mitsufuji Can Large Language Models Predict Audio Effects Parameters from Natural Language? 2025 May abs/2505.20770 CoRR https://doi.org/10.48550/arXiv.2505.20770 db/journals/corr/corr2505.html#abs-2505-20770 streams/journals/corr

Daeyong Kwon Seungheon Doh Juhan Nam MUST-RAG: MUSical Text Question Answering with Retrieval Augmented Generation. 2025 July abs/2507.23334 CoRR https://doi.org/10.48550/arXiv.2507.23334 db/journals/corr/corr2507.html#abs-2507-23334 streams/journals/corr

Hayeon Bang Eunjin Choi Seungheon Doh Juhan Nam PianoBind: A Multimodal Joint Embedding Model for Pop-piano Music. 2025 September abs/2509.04215 CoRR https://doi.org/10.48550/arXiv.2509.04215 db/journals/corr/corr2509.html#abs-2509-04215 streams/journals/corr

Keunwoo Choi Seungheon Doh Juhan Nam TalkPlayData 2: An Agentic Synthetic Data Pipeline for Multimodal Conversational Music Recommendation. 2025 September abs/2509.09685 CoRR https://doi.org/10.48550/arXiv.2509.09685 db/journals/corr/corr2509.html#abs-2509-09685 streams/journals/corr

Seungheon Doh Keunwoo Choi Juhan Nam TalkPlay-Tools: Conversational Music Recommendation with LLM Tool Calling. 2025 October abs/2510.01698 CoRR https://doi.org/10.48550/arXiv.2510.01698 db/journals/corr/corr2510.html#abs-2510-01698 streams/journals/corr

Seungheon Doh Junghyun Koo Marco A. Martínez Ramírez Woosung Choi Wei-Hsiang Liao 0001 Qiyu Wu 0001 Juhan Nam Yuki Mitsufuji LLM2Fx-Tools: Tool Calling For Music Post-Production. 2025 December abs/2512.01559 CoRR https://doi.org/10.48550/arXiv.2512.01559 db/journals/corr/corr2512.html#abs-2512-01559 streams/journals/corr

Daeyong Kwon Seungheon Doh Juhan Nam ArtistMus: A Globally Diverse, Artist-Centric Benchmark for Retrieval-Augmented Music Question Answering. 2025 December abs/2512.05430 CoRR https://doi.org/10.48550/arXiv.2512.05430 db/journals/corr/corr2512.html#abs-2512-05430 streams/journals/corr

Seungheon Doh Minhee Lee Dasaem Jeong Juhan Nam Enriching Music Descriptions with A Finetuned-LLM and Metadata for Text-to-Music Retrieval. 826-830 2024 ICASSP https://doi.org/10.1109/ICASSP48485.2024.10446380 conf/icassp/2024 db/conf/icassp/icassp2024.html#DohLJN24 Seungheon Doh Keunwoo Choi Daeyong Kwon Taesoo Kim Juhan Nam Music Discovery Dialogue Generation Using Human Intent Analysis and Large Language Models. 946-953 2024 ISMIR https://doi.org/10.5281/zenodo.14877487 conf/ismir/2024 db/conf/ismir/ismir2024.html#DohCKKN24

Seungheon Doh Jongpil Lee Dasaem Jeong Juhan Nam Musical Word Embedding for Music Tagging and Retrieval. 2024 abs/2404.13569 CoRR https://doi.org/10.48550/arXiv.2404.13569 db/journals/corr/corr2404.html#abs-2404-13569

Seungheon Doh Minhee Lee Dasaem Jeong Juhan Nam Enriching Music Descriptions with a Finetuned-LLM and Metadata for Text-to-Music Retrieval. 2024 abs/2410.03264 CoRR https://doi.org/10.48550/arXiv.2410.03264 db/journals/corr/corr2410.html#abs-2410-03264 streams/journals/corr

Hayeon Bang Eunjin Choi Megan Finch Seungheon Doh Seolhee Lee Gyeong-Hoon Lee Juhan Nam PIAST: A Multimodal Piano Dataset with Audio, Symbolic and Text. 2024 abs/2411.02551 CoRR https://doi.org/10.48550/arXiv.2411.02551 db/journals/corr/corr2411.html#abs-2411-02551 streams/journals/corr

Seungheon Doh Keunwoo Choi Daeyong Kwon Taesu Kim Juhan Nam Music Discovery Dialogue Generation Using Human Intent Analysis and Large Language Models. 2024 abs/2411.07439 CoRR https://doi.org/10.48550/arXiv.2411.07439 db/journals/corr/corr2411.html#abs-2411-07439 streams/journals/corr

Daeyong Kwon Seungheon Doh Juhan Nam Predicting User Intents and Musical Attributes from Music Discovery Conversations. 2024 abs/2411.12254 CoRR https://doi.org/10.48550/arXiv.2411.12254 db/journals/corr/corr2411.html#abs-2411-12254 streams/journals/corr

Minhee Lee Seungheon Doh Dasaem Jeong Annotator Subjectivity in the MusicCaps Dataset. 2023 HCMIR@ISMIR https://ceur-ws.org/Vol-3528/paper6.pdf conf/hcmir/2023 db/conf/hcmir/hcmir2023.html#LeeDJ23 Seungheon Doh Minz Won Keunwoo Choi Juhan Nam Textless Speech-to-Music Retrieval Using Emotion Similarity. 1-5 2023 ICASSP https://doi.org/10.1109/ICASSP49357.2023.10095926 conf/icassp/2023 db/conf/icassp/icassp2023.html#DohWCN23 Seungheon Doh Minz Won Keunwoo Choi Juhan Nam Toward Universal Text-To-Music Retrieval. 1-5 2023 ICASSP https://doi.org/10.1109/ICASSP49357.2023.10094670 conf/icassp/2023 db/conf/icassp/icassp2023.html#DohWCN23a Seungheon Doh Keunwoo Choi Jongpil Lee Juhan Nam LP-MusicCaps: LLM-Based Pseudo Music Captioning. 409-416 2023 ISMIR https://doi.org/10.5281/zenodo.10265311 conf/ismir/2023 db/conf/ismir/ismir2023.html#DohCLN23

Haven Kim Seungheon Doh Junwon Lee Juhan Nam Music Playlist Title Generation Using Artist Information. 2023 abs/2301.08145 CoRR https://doi.org/10.48550/arXiv.2301.08145 db/journals/corr/corr2301.html#abs-2301-08145

Seungheon Doh Minz Won Keunwoo Choi Juhan Nam Textless Speech-to-Music Retrieval Using Emotion Similarity. 2023 abs/2303.10539 CoRR https://doi.org/10.48550/arXiv.2303.10539 db/journals/corr/corr2303.html#abs-2303-10539

Seungheon Doh Keunwoo Choi Jongpil Lee Juhan Nam LP-MusicCaps: LLM-Based Pseudo Music Captioning. 2023 abs/2307.16372 CoRR https://doi.org/10.48550/arXiv.2307.16372 db/journals/corr/corr2307.html#abs-2307-16372

Ilaria Manco Benno Weck Seungheon Doh Minz Won Yixiao Zhang 0002 Dmitry Bogdanov Yusong Wu Ke Chen 0021 Philip Tovstogan Emmanouil Benetos Elio Quinton György Fazekas Juhan Nam The Song Describer Dataset: a Corpus of Audio Captions for Music-and-Language Evaluation. 2023 abs/2311.10057 CoRR https://doi.org/10.48550/arXiv.2311.10057 db/journals/corr/corr2311.html#abs-2311-10057

Taesu Kim Seungheon Doh Gyunpyo Lee Hyungseok Jeon Juhan Nam Hyeon-Jeong Suk Hi, KIA: A Speech Emotion Recognition Dataset for Wake-Up Words. 2022 abs/2211.03371 CoRR https://doi.org/10.48550/arXiv.2211.03371 db/journals/corr/corr2211.html#abs-2211-03371

Seungheon Doh Minz Won Keunwoo Choi Juhan Nam Toward Universal Text-to-Music Retrieval. 2022 abs/2211.14558 CoRR https://doi.org/10.48550/arXiv.2211.14558 db/journals/corr/corr2211.html#abs-2211-14558

Hsiao-Tzu Hung Joann Ching Seungheon Doh Nabin Kim Juhan Nam Yi-Hsuan Yang EMOPIA: A Multi-Modal Pop Piano Dataset For Emotion Recognition and Emotion-based Music Generation. 318-325 2021 ISMIR https://archives.ismir.net/ismir2021/paper/000039.pdf conf/ismir/2021 db/conf/ismir/ismir2021.html#HungCDKNY21 Hsiao-Tzu Hung Joann Ching Seungheon Doh Nabin Kim Juhan Nam Yi-Hsuan Yang EMOPIA: A Multi-Modal Pop Piano Dataset For Emotion Recognition and Emotion-based Music Generation. 2021 July https://doi.org/10.5281/zenodo.5090631 Zenodo streams/repo/zenodo data/11/HungCDKNY21d Hsiao-Tzu Hung Joann Ching Seungheon Doh Nabin Kim Juhan Nam Yi-Hsuan Yang EMOPIA: A Multi-Modal Pop Piano Dataset For Emotion Recognition and Emotion-based Music Generation. 2021 July https://doi.org/10.5281/zenodo.5144853 Zenodo streams/repo/zenodo data/11/HungCDKNY21d Hsiao-Tzu Hung Joann Ching Seungheon Doh Nabin Kim Juhan Nam Yi-Hsuan Yang EMOPIA: A Multi-Modal Pop Piano Dataset For Emotion Recognition and Emotion-based Music Generation. 2021 July https://doi.org/10.5281/zenodo.5151045 Zenodo streams/repo/zenodo data/11/HungCDKNY21d Hsiao-Tzu Hung Joann Ching Seungheon Doh Nabin Kim Juhan Nam Yi-Hsuan Yang EMOPIA: A Multi-Modal Pop Piano Dataset For Emotion Recognition and Emotion-based Music Generation. 2021 July https://doi.org/10.5281/zenodo.5257995 Zenodo streams/repo/zenodo data/11/HungCDKNY21d

Dasaem Jeong Seungheon Doh Taegyun Kwon TräumerAI: Dreaming Music with StyleGAN. 2021 abs/2102.04680 CoRR https://arxiv.org/abs/2102.04680 db/journals/corr/corr2102.html#abs-2102-04680

Seungheon Doh Junwon Lee Juhan Nam Music Playlist Title Generation: A Machine-Translation Approach. 2021 abs/2110.07354 CoRR https://arxiv.org/abs/2110.07354 db/journals/corr/corr2110.html#abs-2110-07354

Seungheon Doh Jongpil Lee Tae Hong Park Juhan Nam Musical Word Embedding: Bridging the Gap between Listening Contexts and Music. 2020 abs/2008.01190 CoRR https://arxiv.org/abs/2008.01190 db/journals/corr/corr2008.html#abs-2008-01190

Hayeon Bang Emmanouil Benetos Dmitry Bogdanov Ke Chen 0021 Joann Ching Eunjin Choi Keunwoo Choi Woosung Choi Ben Sangbae Chon Elena V. Epure György Fazekas Megan Finch Zhancheng Guo Hsiao-Tzu Hung Hyungseok Jeon Dasaem Jeong Junyan Jiang Haven Kim Nabin Kim Taesoo Kim Taesu Kim Junghyun Koo Daeyong Kwon Taegyun Kwon Gyeong-Hoon Lee Gyunpyo Lee Jongpil Lee Junwon Lee Minhee Lee Sang-Moon LeeSangmoon Lee Seolhee Lee Xiaobing Li Wei-Hsiang Liao 0001 Ilaria Manco Yuki Mitsufuji Juhan Nam Sergio Oramas Tae Hong Park Elio Quinton Marco A. Martínez Ramírez Bruno Sguerra Hyeon-Jeong Suk Maosong Sun 0001 Philip Tovstogan Benno Weck Minz Won Qiyu Wu 0001 Shangda Wu Yusong Wu Gus Xia Yi-Hsuan Yang Feng Yu 0027 Ruibin Yuan Yixiao Zhang 0002